Running Back Workload

Chase Stuart's Running Back Workload Chase Stuart Published 07/11/2014

Conventional wisdom suggests that, all else being equal, running backs with "low mileage" are more likely to age gracefully than running backs who have accumulated a significant number of carries.

This, unfortunately, is a very complicated issue to test. For example, new Giants running back Rashad Jennings is 29 years old, but he has just 387 career carries.  This makes Jennings a "young" 29, but is that better than being an "old" 28? The best way to test this question is to analyze running backs of similar quality as Jennings -- but who had a lot of carries by the time they were 28 years old -- and see how the rest of their careers unfolded.  The problem is that the list of running backs with a lot of carries through their age 28 season bear no resemblance to Jennings. The players with the most carries through age 28 are Emmitt Smith, Edgerrin James, Jerome Bettis, Barry Sanders, LaDainian Tomlinson, Curtis Martin, and Walter Payton, which basically serves as a who's who of running backs who are not comparable to Rashad Jennings.

Generally speaking, the best running backs get the most carries: did you know that Jim Brown is the only player to lead the NFL in carries more than 4 times? He did it six times in his nine-year career. Along the same line of thinking, the running backs with the most carries are generally among the best running backs.  Running backs who haven't had a lot of carries through age 28 generally either aren't very good or have suffered multiple injuries, which makes it tough to find players who feel like true comparables to a player like Jennings.

One could argue that running back workload and running back quality are so inextricably tied that it's impossible to accurately measure whether age or workload is more important.  But today, I want to take a step back from examining the specifics of a player like Jennings and look at the big picture.  There are some examples that appear to support the "running back mileage" theory.  Shaun Alexander had a significant number of carries through age 28, and was excellent at age 28; the fact that he then declined so significantly, so quickly, could be a sign that workload really mattered. After all, few players suffer such sharp declines when turning 29. But that's just one data point.  What if we can bring in many more?

I looked at the 40 running backs with the most career VBD to enter the league since 1988 and that have since retired.  Then, for each player at each age of his career, I calculated his:

  • Age;
  • Carries at that age
  • Career carries through that age
  • VBD at that age
  • VBD through that age
  • Future VBD

In other words, here is how Shaun Alexander's line would read following his age 28 season:

AgeRshCar RshVBDCarVBDFuture VBD
28 370 1717 211.8 761 0

At age 28, Alexander had a monster season, recording 370 carries (and bringing his number of career carries up to 1,717) and producing 211.8 points of VBD (and bringing his total number of VBD to 761). But Alexander, who won the Associated Press NFL MVP award that year, never produced another season with positive VBD. That's pretty crazy, and goes down as an example of running back overuse.

But, again, that's just one example.  I performed a regression analysis using those first five variables -- age, rush attempts at that age, career rushing attempts through that age, VBD at that age, and career VBD through that age -- to predict a sixth variable: future VBD.  Here was the best-fit formula using all age 27+ seasons for the 40 running backs determined above:

Future VBD = 492 -14.98 * Age - 0.021 * Rush_Att - 0.01 * Car_Rush_Att + 0.653 * VBD + 0.004 * Car_VBD

Now that formula might look like gibberish to some of you.  But the number we are concerned about is in green: -0.01. That's the amount of weight that should be placed on the "career rushing attempts through age X" variable. You don't need a calculator to know that -0.01 is very close to zero. Meanwhile, the "-14.98" coefficient blue tells us that for every year, we should project about 15 fewer points of future VBD for a player.  If you look at the coefficients on the age and career rush attempts variables, it tells us that being one year older is like having endured an additional 1500 carries: in other words, this suggests that age is much, much, much more important than workload. However, there are some reasons to be skeptical of this result, which we'll get to at the end.

In general, you might find that these results might seem a bit counterintuitive.  After all, what about Shaun Alexander? Let's use these numbers to "project" Alexander after his age 28 season.  We would begin with 492, subtract (14.98 * 28), subtract (0.021 * 370), subtract (0.01 * 1717), add (0.653 * 211.8), and add (0.004 * 761): that gives him a projection of 189 points of future VBD. That, obviously, was very wrong. 

As it turns out, there were 206 seasons worth of "projections" that this regression analyzed. And Alexander's age 29 season was the most extreme underachieving projection, so using Alexander as an example of how players age is not very wise. In fact, I'll post all 206 seasons for those who are curious:

PlayerAgeRsh at AgeCar Rsh Thru AgeVBD at AgeVBD Thru AgeProj VBDFut VBDDiff
Shaun Alexander 28 370 1717 211.8 761 189 0 189
Larry Johnson 27 416 892 179.5 371.8 189 0 189
Priest Holmes 30 320 1419 260.7 698.6 195 40 155
Terry Allen 28 347 1326 156.3 415.4 156 21 135
Dorsey Levens 29 279 885 114.1 258.7 118 0 118
Chris Warren 27 310 1156 119.3 285.4 149 31 118
Clinton Portis 27 342 2052 74.3 602.45 111 0 111
Robert Smith 28 295 1411 83.4 212.6 108 0 108
Charlie Garner 30 182 1387 119 359.9 104 0 104
Duce Staley 27 269 1104 47.7 228.3 103 0 103
Rudi Johnson 27 341 1271 51.9 222.1 103 0 103
Jamal Lewis 28 298 2120 81 362.2 99 0 99
Fred Taylor 27 345 1377 110.9 406.9 141 42 98
Brian Westbrook 29 233 1247 80.6 514.6 95 0 95
Brian Westbrook 28 278 1014 172.2 434 171 81 90
Marshall Faulk 28 260 2155 237.7 1221.3 205 116 89
Edgerrin James 27 360 2188 130.8 736.4 146 59 87
Garrison Hearst 27 310 1166 145.3 169.5 165 85 80
Stephen Davis 29 318 1701 66 316.3 78 0 78
Lorenzo White 27 131 809 0 203.6 78 0 78
Curtis Martin 31 371 3298 131.3 920.6 76 0 76
Edgar Bennett 27 222 936 0.6 203.9 75 0 75
Ahman Green 27 259 1528 50.4 591.1 102 27 75
Terrell Davis 27 67 1410 0 620.1 74 0 74
Deuce McAllister 28 244 1298 25.6 319 72 0 72
Barry Sanders 29 335 2719 187.6 1169.65 150 82 69
Jamal Anderson 28 282 1274 16.1 335.05 66 0 66
Rodney Hampton 27 254 1801 0 276.8 65 0 65
Tiki Barber 31 327 2217 96.8 754.2 65 0 65
Emmitt Smith 30 329 3243 101 1366.3 74 11 64
Barry Sanders 30 343 3062 81.8 1251.45 63 0 63
Jamal Anderson 27 19 992 0 318.95 79 16 62
Chris Warren 28 203 1359 22.4 307.8 71 8 62
Larry Johnson 28 158 1050 0 371.8 60 0 60
Duce Staley 28 96 1200 0 228.3 60 0 60
Lorenzo White 28 191 1000 0 203.6 59 0 59
Terrell Davis 28 78 1488 0 620.1 58 0 58
Ricky Watters 31 278 2550 89.5 899.85 58 0 58
Eddie George 29 343 2421 61.2 549.7 68 11 57
Rudi Johnson 28 170 1441 0 222.1 56 0 56
Rodney Hampton 28 23 1824 0 276.8 55 0 55
Eddie George 27 403 1763 135.7 462.7 152 98 54
Ahman Green 29 266 1871 27.3 618.4 54 0 54
Edgerrin James 29 324 2849 41.4 795.5 52 0 52
Fred Taylor 28 260 1637 25.5 432.4 69 17 52
Jerome Bettis 27 299 2106 36.6 339.85 85 35 51
Deuce McAllister 27 93 1054 0 293.4 76 26 51
Clinton Portis 28 124 2176 0 602.45 51 0 51
Marshall Faulk 30 209 2576 50 1337.5 50 0 50
Michael Turner 29 301 1417 65.6 254 81 32 49
Corey Dillon 30 345 2210 91.9 423.2 75 27 48
Dorsey Levens 27 329 491 130.3 144.6 161 114 47
Thurman Thomas 30 281 2566 49.3 915.7 47 0 47
Lorenzo White 29 62 1062 0 203.6 47 0 47
Warrick Dunn 30 280 1970 42.6 297.7 46 0 46
Deuce McAllister 29 24 1322 0 319 45 0 45
Stephen Davis 27 356 1176 63.2 250.3 111 66 45
Jamal Anderson 29 55 1329 0 335.05 45 0 45
Chris Warren 29 200 1559 8.2 316 44 0 44
Thomas Jones 31 332 2281 69.4 280.2 44 0 44
Edgar Bennett 29 173 1109 0 203.9 44 0 44
Michael Turner 30 222 1639 31.6 285.6 43 0 43
Larry Johnson 29 193 1243 0 371.8 43 0 43
LaDainian Tomlinson 29 292 2657 87.4 1401.45 87 45 42
Rudi Johnson 29 76 1517 0 222.1 42 0 42
Duce Staley 29 192 1392 0 228.3 41 0 41
Garrison Hearst 30 252 1418 61.3 230.8 64 24 40
Terrell Davis 29 167 1655 0 620.1 40 0 40
Clinton Portis 29 54 2230 0 602.45 37 0 37
Priest Holmes 31 196 1615 40 738.6 36 0 36
Shaun Alexander 29 252 1969 0 761 36 0 36
LaDainian Tomlinson 28 315 2365 183.6 1314.05 167 132 35
Tiki Barber 30 357 1890 172.5 657.4 131 97 35
Dorsey Levens 30 77 962 0 258.7 32 0 32
Edgar Bennett 30 6 1115 0 203.9 32 0 32
Jerome Bettis 28 355 2461 14.8 354.65 52 20 32
Ricky Williams 32 241 2164 66.4 478.9 31 0 31
Brian Westbrook 30 61 1308 0 514.6 30 0 30
Ahman Green 28 77 1605 0 591.1 57 27 30
Jamal Lewis 29 279 2399 0 362.2 29 0 29
Duce Staley 30 38 1430 0 228.3 28 0 28
Marshall Faulk 29 212 2367 66.2 1287.5 78 50 28
Deuce McAllister 30 107 1429 0 319 27 0 27
Chris Warren 30 59 1618 0 316 27 0 27
Stephen Davis 30 24 1725 0 316.3 26 0 26
Larry Johnson 30 178 1421 0 371.8 26 0 26
Ahman Green 30 70 1941 0 618.4 24 0 24
LaDainian Tomlinson 31 219 3099 40.2 1446.45 24 0 24
Garrison Hearst 31 215 1633 24.1 254.9 24 0 24
Fred Taylor 30 231 2062 11.4 443.8 26 5 21
Warrick Dunn 29 265 1690 41.1 255.1 63 43 20
Fred Taylor 29 194 1831 0 432.4 37 17 20
Shaun Alexander 30 207 2176 0 761 19 0 19
Terry Allen 29 210 1536 0 415.4 39 21 18
Terry Allen 31 254 1938 21 436.4 18 0 18
Eddie George 30 312 2733 11.1 560.8 18 0 18
Dorsey Levens 31 44 1006 0 258.7 18 0 18
Thurman Thomas 28 287 2018 71 836.4 96 79 17
Jamal Lewis 30 143 2542 0 362.2 16 0 16
Larry Johnson 31 5 1426 0 371.8 15 0 15
Brian Westbrook 31 77 1385 0 514.6 14 0 14
Edgerrin James 28 337 2525 17.7 754.1 55 41 13
Edgerrin James 30 133 2982 0 795.5 13 0 13
Charlie Garner 31 120 1507 0 359.9 12 0 12
Jerome Bettis 29 225 2686 2.1 356.75 29 18 11
Thomas Jones 30 290 1949 95.7 210.8 80 69 11
Chris Warren 31 99 1717 0 316 10 0 10
Shaun Alexander 31 11 2187 0 761 9 0 9
Ahman Green 31 74 2015 0 618.4 8 0 8
Corey Dillon 31 209 2419 20.9 444.1 15 7 8
Stephen Davis 31 180 1905 0 316.3 6 0 6
Michael Turner 28 334 1116 73.6 188.4 103 97 6
Fred Taylor 31 223 2285 5.3 449.1 5 0 5
Warrick Dunn 27 230 1300 26.6 214 88 84 4
Terry Allen 30 148 1684 0 415.4 24 21 3
Thurman Thomas 29 267 2285 30 866.4 52 49 3
Dorsey Levens 32 75 1081 0 258.7 1 0 1
Marshall Faulk 31 195 2771 0 1337.5 1 0 1
Thurman Thomas 31 154 2720 0 915.7 1 0 1
Warrick Dunn 31 286 2256 0 297.7 0 0 0
Larry Johnson 32 1 1427 0 371.8 0 0 0
Edgerrin James 31 46 3028 0 795.5 0 0 0
Eddie George 31 132 2865 0 560.8 -2 0 -2
Charlie Garner 32 30 1537 0 359.9 -2 0 -2
Priest Holmes 32 119 1734 0 738.6 -4 0 -4
Chris Warren 32 74 1791 0 316 -5 0 -5
Stephen Davis 32 40 1945 0 316.3 -6 0 -6
Ahman Green 32 41 2056 0 618.4 -6 0 -6
Jerome Bettis 30 187 2873 0 356.75 11 18 -6
Terry Allen 32 46 1984 0 436.4 -6 0 -6
Garrison Hearst 32 178 1811 0 254.9 -8 0 -8
Eddie George 28 315 2078 25.8 488.5 64 72 -8
Jamal Lewis 27 314 1822 12.8 281.2 72 81 -9
Emmitt Smith 31 294 3537 6.2 1372.5 -5 4 -9
Emmitt Smith 29 319 2914 115.5 1265.3 102 112 -10
Stephen Davis 28 207 1383 0 250.3 55 66 -11
Robert Smith 27 221 1116 0 129.2 72 83 -11
Ricky Watters 32 72 2622 0 899.85 -12 0 -12
Corey Dillon 32 199 2618 6.5 450.6 -12 0 -12
Marshall Faulk 32 65 2836 0 1337.5 -12 0 -12
Fred Taylor 32 143 2428 0 449.1 -13 0 -13
Jerome Bettis 32 250 3369 17.8 374.55 -13 0 -13
Ricky Williams 28 168 1757 0 412.5 53 66 -13
Thurman Thomas 32 93 2813 0 915.7 -14 0 -14
Dorsey Levens 33 68 1149 0 258.7 -14 0 -14
LaDainian Tomlinson 32 75 3174 0 1446.45 -15 0 -15
Warrick Dunn 32 227 2483 0 297.7 -16 0 -16
Thomas Jones 32 245 2526 0 280.2 -17 0 -17
Garrison Hearst 33 20 1831 0 254.9 -20 0 -20
Ricky Watters 30 325 2272 79.6 810.35 68 90 -21
Thurman Thomas 27 355 1731 95.1 765.4 128 150 -22
LaDainian Tomlinson 30 223 2880 4.8 1406.25 18 40 -23
Curtis Martin 32 220 3518 0 920.6 -24 0 -24
Jerome Bettis 31 246 3119 0 356.75 -7 18 -25
Terry Allen 33 168 2152 0 436.4 -26 0 -26
Corey Dillon 27 340 1413 102.8 289.7 135 161 -26
Fred Taylor 33 63 2491 0 449.1 -27 0 -27
Ricky Williams 33 159 2323 0 478.9 -27 0 -27
Warrick Dunn 28 125 1425 0 214 57 84 -27
Thurman Thomas 33 36 2849 0 915.7 -28 0 -28
Emmitt Smith 32 261 3798 0 1372.5 -25 4 -30
Dorsey Levens 34 94 1243 0 258.7 -31 0 -31
Thomas Jones 33 153 2679 0 280.2 -31 0 -31
Warrick Dunn 33 186 2669 0 297.7 -32 0 -32
Priest Holmes 34 46 1780 0 738.6 -33 0 -33
Jerome Bettis 33 110 3479 0 374.55 -38 0 -38
Ricky Williams 30 6 1763 0 412.5 27 66 -40
Fred Taylor 34 43 2534 0 449.1 -42 0 -42
Ricky Williams 34 108 2431 0 478.9 -42 0 -42
Corey Dillon 28 314 1727 41.6 331.3 77 119 -42
Thurman Thomas 34 28 2877 0 915.7 -43 0 -43
Charlie Garner 29 211 1205 51.2 240.9 76 119 -43
Shaun Alexander 27 353 1347 150.7 549.2 167 212 -45
Emmitt Smith 33 254 4052 0 1372.5 -43 4 -47
Dorsey Levens 28 115 606 0 144.6 65 114 -49
Terry Allen 27 338 979 82.1 259.1 125 177 -52
Charlie Garner 28 258 994 91.4 189.7 118 170 -53
Emmitt Smith 34 90 4142 0 1372.5 -55 4 -60
Ricky Williams 31 160 1923 0 412.5 7 66 -60
Ricky Watters 29 319 1947 107.6 730.75 104 169 -65
LaDainian Tomlinson 27 348 2050 282.4 1130.5 248 316 -67
Curtis Martin 28 333 2343 131.2 719.3 131 201 -71
Emmitt Smith 35 267 4409 4.4 1376.85 -74 0 -74
Thomas Jones 27 314 1053 55.3 95.4 107 185 -78
Corey Dillon 29 138 1865 0 331.3 37 119 -82
Michael Turner 27 178 782 0 114.8 77 171 -94
Curtis Martin 30 323 2927 40.7 789.3 36 131 -95
Brian Westbrook 27 240 736 121.2 261.8 155 253 -97
Thomas Jones 28 296 1349 15.3 110.7 63 170 -106
Priest Holmes 29 313 1099 224.9 437.9 189 301 -112
Emmitt Smith 27 327 2334 118.4 1123.7 139 253 -114
Charlie Garner 27 241 736 98.3 98.3 140 262 -122
Curtis Martin 29 261 2604 29.3 748.6 48 172 -124
Thomas Jones 29 310 1659 4.4 115.1 38 165 -127
Tiki Barber 29 322 1533 158.2 484.9 141 269 -129
Marshall Faulk 27 253 1895 233.9 983.6 220 354 -134
Barry Sanders 28 307 2384 105.6 982.05 115 269 -154
Emmitt Smith 28 261 2595 26.1 1149.8 63 227 -164
Ricky Watters 28 285 1628 72.3 623.2 100 277 -177
Ricky Watters 27 353 1343 148.6 550.9 166 349 -183
Curtis Martin 27 316 2010 96.6 588.1 126 333 -206
Barry Sanders 27 314 2077 132.9 876.45 150 375 -225
Tiki Barber 28 278 1211 70.9 326.7 102 428 -325
Tiki Barber 27 304 933 116.1 255.8 149 498 -350
Priest Holmes 28 327 786 163.4 213 165 526 -360
Priest Holmes 27 137 459 0 49.6 80 689 -609

Let's take a closer look at this analysis, and see if we can identify any problems.

  • Tied with Alexander for the "biggest underachiever" was Larry Johnson.  But Johnson goes down in this analysis as a "low-mileage" player. Does that seem right to you?  He had under 900 career carries, so one certainly could have put forth the "he's younger than his age" argument. On the other hand, many feel that his 400+ carry season (followed by a lengthy holdout).  So is Johnson an example for or against the mileage argument?  This is the sort of ambiguity in the debate that often gets lost. Maybe the takeaway from this regression is that workload doesn't matter, or maybe it just means that we're measuring it improperly. Another possibility: the effects of workload vary drastically from player to player, and are simply too subtle to have been picked up in these studies.
  • Priest Holmes is often cited as an example of why we should focus on mileage: He had just 459 carries through age 27, and then exceeded expectations for several years.  But age did catch up to him: entering his age 30 season, fantasy owners used the "low mileage" argument to say that Holmes was a young 30. Unfortunately, injuries began to ruin his career that season.  Is that an argument for age in favor of mileage, or was it just random variation? Who knows. But we know that being a "young 30" in the summer of 2004 didn't help the folks who drafted Holmes that year. Another explanation: after three straight years of 300+ carries, he wasn't so "young" anymore.
  • Dorsey Levens could have been argued as a "young" 30 entering the 2000 season, but again, injuries quickly put an end to his days as a fantasy stud. Then again, Levens had a spotty injury history, which is one of the reasons why he didn't log so many carries early in his career. As you can see, figuring out who is "young" and who is "old" can be pretty complicated.

The biggest overachievers include some "low mileage" backs like Holmes and Tiki Barber... but it also includes Barry Sanders, Curtis Martin, and Emmitt Smith. Those players continued to rack up touches year after year, and they continued to defy any expectations of regression based on heavy workload.  It's easy to say "hey, those are four outstanding running backs, you can't compare regular backs to them"... but we only know that they were outstanding because they continued to produce year after year. 

Over the last three years, Marshawn Lynch leads the NFL with 1,002 carries (including the postseason).  If he is this decade's version of Alexander in Seattle, you can be sure that the narrative will be that a heavy workload prematurely ended his career.  But if Lynch puts together three more seasons of strong production, the narrative will be: sure, workload matters, unless you're a special back like Marshawn Lynch! Narratives are fun, but they're not helpul in predicting the future. If Shaun Alexander or Maurice Jones-Drew maintained their levels into their late 20s and early 30s, they would be Hall of Fame backs, too.  And if you're looking for a non-HOFer, Ricky Watters also managed to maintain his fantasy value despite accumulating significant touches.

So does workload not matter?  Certainly one interpretation of the analysis here is that workload is not nearly as important as people think.  But we need to remember the parameters of this study: we are looking only at the 40 top fantasy running backs over roughly a 20-year period. There is some survivorship bias in the data, as running backs who faded before they accumulated enough fantasy points to qualify would be ignored here (although I'm not sure if we would say they declined due to workload, but that's for another post).  In addition, because we have a closed sample of backs, the amount of "future VBD" for each back is necessarily going to be limited. In Part II, I'll attempt to address these issues.

Photos provided by Imagn Images